Photo
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Node Classification | Photo | Mean Accuracy96.67 | 343 | |
| Node Classification | Photo | Accuracy95.84 | 139 | |
| Node classification | Photo (test) | Mean Accuracy96.13 | 92 | |
| Node Classification | Photo | AUC99.59 | 38 | |
| Community Detection | Photo | Avg Detected Communities231.4 | 27 | |
| Edge Unlearning | Photo hard | ToU83.62 | 26 | |
| Node classification | Photo | Accuracy94.2 | 20 | |
| Node Classification | Photo | Micro-F195.48 | 20 | |
| Graph Anomaly Detection | Photo (test) | AUPRC28.93 | 19 | |
| Anomaly Detection | photo zero-shot (test) | AUROC76.1 | 19 | |
| Link Prediction | Photo (test) | AP98.08 | 19 | |
| Link Prediction | Photo | AUC-ROC98.4 | 19 | |
| Node Classification | Photo standard (test) | Accuracy88.63 | 13 | |
| Graph Anomaly Detection | Photo | AUROC64.76 | 13 | |
| Node Classification | Photo | Energy1.273 | 13 | |
| Graph Class-Incremental Learning | Photo | AA (%)0.97 | 12 | |
| Node Classification | Photo homogeneous (test) | Macro F1 Score91.9 | 12 | |
| Node Clustering | Photo | C Score32.69 | 12 | |
| Node Classification Calibration | Photo | Brier Score11.35 | 12 | |
| GNN calibration | Photo | NLL0.264 | 12 | |
| Node Classification | Photo | ECE1.48 | 12 | |
| GNN Calibration | Photo | ECE1.39 | 12 | |
| Graph Coarsening | Photo | Running Time (s)0.1 | 11 | |
| Node Classification | Photo 1-shot (test) | Accuracy67.6 | 11 | |
| Link Prediction | Photo | Hits@5058.08 | 11 |
Showing 25 of 46 rows